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Options field guide

All guides · Page 4

Plain-language guides to earnings, implied volatility, option strategies, target prices, and time decay

331 guides

Generators become expected change15 min read

Dynkin's Formula for Stochastic Processes Explained

Learn how Dynkin's formula connects Markov generators, expected change, stopping times, martingales, pricing equations, and moment calculations

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Two normal-based expansions that are often confused15 min read

Edgeworth vs Gram–Charlier Expansions Explained

Compare how Edgeworth and Gram–Charlier expansions use cumulants, why their ordering differs, and what can go wrong in option pricing and tail estimation

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Read the size and direction of risk in covariance18 min read

Eigenvalues, Eigenvectors, and Financial Risk Factors

Understand eigenvalues, eigenvectors, covariance eigendecomposition, risk concentration, effective dimension, and instability from sampling error.

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Identification when a regressor is entangled with the error17 min read

Endogeneity and Instrumental Variables

Understand endogeneity from omitted variables, simultaneity, and measurement error; IV relevance and exclusion; 2SLS, LATE, weak instruments, and financial identification.

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Exponential measure tilting14 min read

Esscher Transform in Option Pricing Explained

Understand exponential tilting, cumulant shifts, Lévy measure changes, martingale parameter selection, incomplete markets, and existence checks

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Choose how to exit a long call14 minute read

Exercise call option vs sell: time value and stock

Compare exercising a call with selling it by intrinsic value, remaining time value, stock funding, dividends, liquidity, taxes, and expiration handling.

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Choose how to exit a long put14 minute read

Exercise put option vs sell: time value and shares

Compare exercising a put with selling it by intrinsic and time value, owned shares, short-stock risk, liquidity, costs, taxes, and expiration rules.

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Learning from the observations that almost never occur15 min read

Extreme Value Theory and the Tail Index

Understand extreme value limits, GEV tail classes, the tail index, threshold estimation, clustering, and how EVT extrapolates VaR and Expected Shortfall beyond observed losses

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Separate common return drivers from asset-specific risk19 min read

Factor Models and Factor Loadings Explained

Understand common and idiosyncratic returns, observed and latent factors, factor loadings, factor returns, risk premia, estimation, and attribution.

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Can square-root variance reach zero15 min read

Feller Condition in CIR and Heston Models Explained

Understand the Feller condition, zero-boundary behavior, nonnegativity versus strict positivity, and numerical consequences for CIR and Heston models

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PDE and expectation bridge14 min read

Feynman–Kac Formula for Option Pricing Explained

Learn how Feynman–Kac links linear pricing PDEs with discounted conditional expectations, including generators, cash flows, numerics, and limits

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Numerical PDEs12 min read

Finite Difference Methods for Option Pricing Explained

Learn how finite differences solve an option pricing PDE on a grid, how explicit, implicit, and Crank–Nicolson schemes differ, and where numerical error enters

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Separate differences across firms from changes within firms17 min read

Fixed Effects vs Random Effects in Panel Data

Understand within estimation, time-invariant factors, the random-effects orthogonality assumption, the Mundlak approach, Hausman tests, and financial panel applications.

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A fast transform still needs an error budget15 min read

Fourier Option Pricing Error Control Explained

Understand truncation, quadrature, aliasing, interpolation, damping, and complex-arithmetic errors in Fourier option pricing and how to diagnose them

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No-arbitrage theory12 min read

Fundamental Theorem of Asset Pricing Explained

Learn how no arbitrage, equivalent martingale measures, and market completeness fit together in the fundamental theorem of asset pricing

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Trade curvature while controlling direction14 min read

Gamma Scalping Options Explained

Learn how gamma scalping rebalances a delta hedge, where gamma and theta P&L come from, and why volatility, gaps, spreads, and trading costs matter.

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Measure transformation12 min read

Girsanov Theorem in Option Pricing Explained

Learn how Girsanov's theorem changes Brownian drift between probability measures, why volatility stays fixed, and how risk-neutral dynamics arise

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Continuous decisions become an equation15 min read

Hamilton–Jacobi–Bellman Equation in Finance Explained

Understand how dynamic programming produces the HJB equation for stochastic control, portfolio choice, verification, constraints, and numerical policy design

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The same coefficient can have different uncertainty16 min read

Heteroskedasticity, Autocorrelation, and Robust Standard Errors

Learn why classical standard errors fail, what White, clustered, and Newey–West HAC estimators permit, how to select them, and where robust inference stops in financial data.

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Reconcile the broker form with the option lifecycle18 minute read

How are options reported on Form 1099-B?

Learn how option sales, buy-to-close trades, expirations, exercise and Section 1256 contracts can appear on Form 1099-B and when Form 8949 needs adjustment.

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Classify the contract and closing event first18 minute read

How are options taxed?

Learn how U.S. federal taxes can differ when an option is sold, expires, is exercised or assigned, and why Section 1256 and straddle rules matter.

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Verify the contract before applying 60/4018 minute read

How are Section 1256 options taxed?

Learn which options may qualify for Section 1256, how year-end mark-to-market and 60/40 treatment work, and why index or cash settlement is not enough.

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Attach premium to the resulting stock transaction17 minute read

How do option exercise and assignment affect cost basis?

See how call exercise, put assignment, put exercise and covered-call assignment change stock basis or sale proceeds under general U.S. federal tax rules.

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Match permission to strategy and capacity15 minute read

How do you get approved for options trading?

Learn how option-account approval works, what brokers review, why trading levels differ, and how to respond truthfully to a denial or request a later upgrade.

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